Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295617 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 10 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 11 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -104.4702418) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32186 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:48:23.888967 |
|---|---|
| Analysis finished | 2022-12-20 08:50:12.370371 |
| Duration | 1 minute and 48.48 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295617 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45458.056 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4548.196 |
| Q1 | 22720.78 |
| median | 45461.802 |
| Q3 | 68192.38 |
| 95-th percentile | 86375.674 |
| Maximum | 90909.77 |
| Range | 90909.77 |
| Interquartile range (IQR) | 45471.6 |
Descriptive statistics
| Standard deviation | 26246.34 |
|---|---|
| Coefficient of variation (CV) | 0.57737489 |
| Kurtosis | -1.200327 |
| Mean | 45458.056 |
| Median Absolute Deviation (MAD) | 22735.841 |
| Skewness | -4.4726011 × 10-5 |
| Sum | 1.3438174 × 1010 |
| Variance | 6.8887037 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60643.254 | 1 | < 0.1% |
| 60615.208 | 1 | < 0.1% |
| 60614.902 | 1 | < 0.1% |
| 60614.596 | 1 | < 0.1% |
| 60614.292 | 1 | < 0.1% |
| 60613.987 | 1 | < 0.1% |
| 60613.683 | 1 | < 0.1% |
| 60613.378 | 1 | < 0.1% |
| 60613.073 | 1 | < 0.1% |
| Other values (295607) | 295607 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.309 | 1 | |
| 0.618 | 1 | |
| 0.928 | 1 | |
| 1.237 | 1 | |
| 1.547 | 1 | |
| 1.856 | 1 | |
| 2.166 | 1 | |
| 2.474 | 1 | |
| 2.784 | 1 |
| Value | Count | Frequency (%) |
| 90909.77 | 1 | |
| 90909.461 | 1 | |
| 90909.151 | 1 | |
| 90908.843 | 1 | |
| 90908.534 | 1 | |
| 90908.227 | 1 | |
| 90907.917 | 1 | |
| 90907.608 | 1 | |
| 90907.299 | 1 | |
| 90906.99 | 1 |
| Distinct | 299 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8978496 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32186 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4275957 |
|---|---|
| Coefficient of variation (CV) | 0.64939315 |
| Kurtosis | -1.2332917 |
| Mean | 9.8978496 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0096019633 |
| Sum | 2925972.6 |
| Variance | 41.313987 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32186 | |
| 4.44 | 29261 | |
| 2.22 | 29251 | |
| 11.11 | 29240 | |
| 6.67 | 29240 | |
| 13.33 | 29239 | |
| 8.89 | 29237 | |
| 20 | 29226 | |
| 17.78 | 29225 | |
| 15.56 | 29222 | |
| Other values (289) | 290 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32186 | |
| 0.1931 | 1 | < 0.1% |
| 0.2464 | 1 | < 0.1% |
| 0.2708 | 1 | < 0.1% |
| 0.4396 | 1 | < 0.1% |
| 0.4932 | 1 | < 0.1% |
| 0.5772 | 1 | < 0.1% |
| 0.8702 | 1 | < 0.1% |
| 0.8813 | 1 | < 0.1% |
| 0.928 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29226 | |
| 19.8134 | 1 | < 0.1% |
| 19.7536 | 1 | < 0.1% |
| 19.56 | 1 | < 0.1% |
| 19.0987 | 1 | < 0.1% |
| 19.0765 | 1 | < 0.1% |
| 18.707 | 1 | < 0.1% |
| 18.6325 | 1 | < 0.1% |
| 18.5687 | 1 | < 0.1% |
| 18.4016 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 20174 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.918431 |
| Minimum | 16.34 |
|---|---|
| Maximum | 72.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.34 |
|---|---|
| 5-th percentile | 24.07 |
| Q1 | 38.07 |
| median | 47.96 |
| Q3 | 57.14 |
| 95-th percentile | 66.54 |
| Maximum | 72.61 |
| Range | 56.27 |
| Interquartile range (IQR) | 19.07 |
Descriptive statistics
| Standard deviation | 12.682915 |
|---|---|
| Coefficient of variation (CV) | 0.2703184 |
| Kurtosis | -0.77275946 |
| Mean | 46.918431 |
| Median Absolute Deviation (MAD) | 9.79 |
| Skewness | -0.19845348 |
| Sum | 13869886 |
| Variance | 160.85634 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.07 | 3455 | 1.2% |
| 48.98 | 3347 | 1.1% |
| 38.09 | 2934 | 1.0% |
| 39.14 | 2867 | 1.0% |
| 30.68 | 2606 | 0.9% |
| 38.07 | 2402 | 0.8% |
| 32.78 | 2381 | 0.8% |
| 52.53 | 2336 | 0.8% |
| 32.76 | 2028 | 0.7% |
| 39.12 | 2021 | 0.7% |
| Other values (20164) | 269240 |
| Value | Count | Frequency (%) |
| 16.34 | 29 | < 0.1% |
| 16.36 | 1 | < 0.1% |
| 16.4004 | 1 | < 0.1% |
| 16.5338 | 1 | < 0.1% |
| 16.5743 | 1 | < 0.1% |
| 16.7077 | 1 | < 0.1% |
| 16.7481 | 1 | < 0.1% |
| 16.8809 | 1 | < 0.1% |
| 16.91 | 141 | |
| 16.9369 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.61 | 92 | |
| 72.6099 | 1 | < 0.1% |
| 72.6096 | 1 | < 0.1% |
| 72.6093 | 1 | < 0.1% |
| 72.5762 | 1 | < 0.1% |
| 72.5176 | 1 | < 0.1% |
| 72.4332 | 1 | < 0.1% |
| 72.3745 | 1 | < 0.1% |
| 72.2901 | 1 | < 0.1% |
| 72.2315 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 6656 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.960761 |
| Minimum | 24.46 |
|---|---|
| Maximum | 25.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 24.46 |
|---|---|
| 5-th percentile | 24.54 |
| Q1 | 24.62 |
| median | 24.9 |
| Q3 | 25.26 |
| 95-th percentile | 25.58 |
| Maximum | 25.66 |
| Range | 1.2 |
| Interquartile range (IQR) | 0.64 |
Descriptive statistics
| Standard deviation | 0.34795154 |
|---|---|
| Coefficient of variation (CV) | 0.013939941 |
| Kurtosis | -1.1272518 |
| Mean | 24.960761 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | 0.44668933 |
| Sum | 7378825.4 |
| Variance | 0.12107027 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.54 | 25690 | 8.7% |
| 24.62 | 25169 | 8.5% |
| 24.7 | 23946 | 8.1% |
| 24.94 | 20655 | 7.0% |
| 24.58 | 14960 | 5.1% |
| 25.5 | 14166 | 4.8% |
| 24.82 | 11645 | 3.9% |
| 24.74 | 11380 | 3.8% |
| 25.42 | 9315 | 3.2% |
| 25.26 | 8833 | 3.0% |
| Other values (6646) | 129858 |
| Value | Count | Frequency (%) |
| 24.46 | 431 | |
| 24.461 | 2 | < 0.1% |
| 24.4611 | 1 | < 0.1% |
| 24.4612 | 1 | < 0.1% |
| 24.4614 | 1 | < 0.1% |
| 24.4616 | 1 | < 0.1% |
| 24.462 | 1 | < 0.1% |
| 24.4621 | 1 | < 0.1% |
| 24.4624 | 1 | < 0.1% |
| 24.4626 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.66 | 2529 | |
| 25.6596 | 1 | < 0.1% |
| 25.6593 | 1 | < 0.1% |
| 25.6591 | 1 | < 0.1% |
| 25.659 | 2 | < 0.1% |
| 25.6587 | 1 | < 0.1% |
| 25.6586 | 1 | < 0.1% |
| 25.6584 | 1 | < 0.1% |
| 25.658 | 1 | < 0.1% |
| 25.6578 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11440 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94538 |
| Minimum | 0 |
|---|---|
| Maximum | 273.0725 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7564 |
| Q1 | 239.8954 |
| median | 239.9717 |
| Q3 | 240.0451 |
| 95-th percentile | 240.182 |
| Maximum | 273.0725 |
| Range | 273.0725 |
| Interquartile range (IQR) | 0.1497 |
Descriptive statistics
| Standard deviation | 1.8882839 |
|---|---|
| Coefficient of variation (CV) | 0.0078696407 |
| Kurtosis | 12409.044 |
| Mean | 239.94538 |
| Median Absolute Deviation (MAD) | 0.0748 |
| Skewness | -104.47024 |
| Sum | 70931933 |
| Variance | 3.5656162 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9882 | 142 | < 0.1% |
| 239.993 | 142 | < 0.1% |
| 239.9704 | 140 | < 0.1% |
| 239.9825 | 139 | < 0.1% |
| 239.9787 | 139 | < 0.1% |
| 239.9772 | 137 | < 0.1% |
| 239.9695 | 136 | < 0.1% |
| 239.9927 | 135 | < 0.1% |
| 239.9479 | 133 | < 0.1% |
| 239.9883 | 133 | < 0.1% |
| Other values (11430) | 294241 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.2216 | 1 | < 0.1% |
| 0.5189 | 1 | < 0.1% |
| 0.8152 | 1 | < 0.1% |
| 18.0912 | 1 | < 0.1% |
| 38.9312 | 1 | < 0.1% |
| 59.6364 | 1 | < 0.1% |
| 90.1918 | 1 | < 0.1% |
| 108.1963 | 1 | < 0.1% |
| 112.9647 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 273.0725 | 1 | |
| 271.2882 | 1 | |
| 263.7828 | 1 | |
| 261.2391 | 1 | |
| 258.8797 | 1 | |
| 257.86 | 1 | |
| 257.7136 | 1 | |
| 256.5685 | 1 | |
| 256.5341 | 1 | |
| 256.0137 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1766 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3550143 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1992 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.8988 |
| Maximum | 0.9 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28845866 |
|---|---|
| Coefficient of variation (CV) | 0.81252686 |
| Kurtosis | -0.20652908 |
| Mean | 0.3550143 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 1.3368413 |
| Sum | 104948.26 |
| Variance | 0.083208396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 147140 | |
| 0.898 | 19547 | 6.6% |
| 0.899 | 11498 | 3.9% |
| 0.199 | 6611 | 2.2% |
| 0.201 | 5865 | 2.0% |
| 0.1998 | 4481 | 1.5% |
| 0.1994 | 4424 | 1.5% |
| 0.1997 | 4421 | 1.5% |
| 0.1991 | 4419 | 1.5% |
| 0.1992 | 4416 | 1.5% |
| Other values (1756) | 82795 |
| Value | Count | Frequency (%) |
| 0.198 | 1 | < 0.1% |
| 0.1981 | 2 | < 0.1% |
| 0.1984 | 2 | < 0.1% |
| 0.1987 | 1 | < 0.1% |
| 0.1989 | 1 | < 0.1% |
| 0.199 | 6611 | |
| 0.1991 | 4419 | |
| 0.1992 | 4416 | |
| 0.1993 | 4342 | |
| 0.1994 | 4424 |
| Value | Count | Frequency (%) |
| 0.9 | 21 | |
| 0.8999 | 41 | |
| 0.8998 | 47 | |
| 0.8997 | 26 | |
| 0.8996 | 36 | |
| 0.8995 | 36 | |
| 0.8994 | 24 | |
| 0.8993 | 47 | |
| 0.8992 | 40 | |
| 0.8991 | 33 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8464 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.233782 |
| Minimum | 0.0339 |
|---|---|
| Maximum | 117.8584 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0339 |
|---|---|
| 5-th percentile | 0.0792 |
| Q1 | 0.4345 |
| median | 2.1651 |
| Q3 | 30.9681 |
| 95-th percentile | 73.1111 |
| Maximum | 117.8584 |
| Range | 117.8245 |
| Interquartile range (IQR) | 30.5336 |
Descriptive statistics
| Standard deviation | 24.760164 |
|---|---|
| Coefficient of variation (CV) | 1.4367226 |
| Kurtosis | 0.73460142 |
| Mean | 17.233782 |
| Median Absolute Deviation (MAD) | 2.0831 |
| Skewness | 1.3857407 |
| Sum | 5094598.8 |
| Variance | 613.06573 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76.9383 | 767 | 0.3% |
| 77.677 | 755 | 0.3% |
| 75.0345 | 732 | 0.2% |
| 73.7788 | 719 | 0.2% |
| 75.6194 | 716 | 0.2% |
| 74.3444 | 712 | 0.2% |
| 79.7171 | 696 | 0.2% |
| 73.1111 | 691 | 0.2% |
| 76.3332 | 679 | 0.2% |
| 79.0683 | 674 | 0.2% |
| Other values (8454) | 288476 |
| Value | Count | Frequency (%) |
| 0.0339 | 2 | |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0345 | 2 | |
| 0.0347 | 3 | |
| 0.0348 | 3 | |
| 0.0351 | 4 | |
| 0.0352 | 2 | |
| 0.0353 | 2 |
| Value | Count | Frequency (%) |
| 117.8584 | 1 | < 0.1% |
| 116.4568 | 1 | < 0.1% |
| 114.818 | 6 | < 0.1% |
| 113.4868 | 7 | < 0.1% |
| 111.9292 | 10 | < 0.1% |
| 110.6632 | 16 | < 0.1% |
| 109.181 | 21 | |
| 107.9756 | 43 | |
| 106.5634 | 30 | |
| 105.4143 | 45 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8206 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.125991 |
| Minimum | 0.0594 |
|---|---|
| Maximum | 157.6027 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0594 |
|---|---|
| 5-th percentile | 0.1409 |
| Q1 | 0.5067 |
| median | 1.6152 |
| Q3 | 34.9088 |
| 95-th percentile | 80.5097 |
| Maximum | 157.6027 |
| Range | 157.5433 |
| Interquartile range (IQR) | 34.4021 |
Descriptive statistics
| Standard deviation | 28.206296 |
|---|---|
| Coefficient of variation (CV) | 1.4747626 |
| Kurtosis | 0.22560085 |
| Mean | 19.125991 |
| Median Absolute Deviation (MAD) | 1.4728 |
| Skewness | 1.2973568 |
| Sum | 5653968.1 |
| Variance | 795.59512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.5541 | 1093 | 0.4% |
| 84.278 | 1084 | 0.4% |
| 79.7171 | 1083 | 0.4% |
| 81.1822 | 1072 | 0.4% |
| 85.1632 | 1052 | 0.4% |
| 85.915 | 1050 | 0.4% |
| 82.7015 | 1042 | 0.4% |
| 80.5097 | 1025 | 0.3% |
| 78.3034 | 1019 | 0.3% |
| 79.0683 | 1012 | 0.3% |
| Other values (8196) | 285085 |
| Value | Count | Frequency (%) |
| 0.0594 | 1 | < 0.1% |
| 0.0595 | 1 | < 0.1% |
| 0.0607 | 1 | < 0.1% |
| 0.0608 | 1 | < 0.1% |
| 0.0611 | 4 | |
| 0.0613 | 1 | < 0.1% |
| 0.0614 | 1 | < 0.1% |
| 0.0617 | 1 | < 0.1% |
| 0.0618 | 1 | < 0.1% |
| 0.0622 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 157.6027 | 1 | < 0.1% |
| 133.9633 | 1 | < 0.1% |
| 128.0195 | 1 | < 0.1% |
| 121.0628 | 2 | < 0.1% |
| 117.8584 | 1 | < 0.1% |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 3 | < 0.1% |
| 113.4868 | 14 | |
| 111.9292 | 10 | |
| 110.6632 | 17 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8193 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.098577 |
| Minimum | 0.0541 |
|---|---|
| Maximum | 133.1563 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0541 |
|---|---|
| 5-th percentile | 0.1115 |
| Q1 | 0.6096 |
| median | 4.6395 |
| Q3 | 47.0683 |
| 95-th percentile | 83.0507 |
| Maximum | 133.1563 |
| Range | 133.1022 |
| Interquartile range (IQR) | 46.4587 |
Descriptive statistics
| Standard deviation | 29.275874 |
|---|---|
| Coefficient of variation (CV) | 1.2674319 |
| Kurtosis | -0.42255806 |
| Mean | 23.098577 |
| Median Absolute Deviation (MAD) | 4.5264 |
| Skewness | 1.0063418 |
| Sum | 6828331.9 |
| Variance | 857.07678 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82.2033 | 1185 | 0.4% |
| 83.7703 | 1168 | 0.4% |
| 84.6501 | 1153 | 0.4% |
| 83.0507 | 1150 | 0.4% |
| 86.3116 | 1124 | 0.4% |
| 85.3974 | 1107 | 0.4% |
| 81.51 | 1098 | 0.4% |
| 87.0883 | 1054 | 0.4% |
| 80.6932 | 1034 | 0.3% |
| 80.0247 | 994 | 0.3% |
| Other values (8183) | 284550 |
| Value | Count | Frequency (%) |
| 0.0541 | 1 | |
| 0.0546 | 1 | |
| 0.0549 | 1 | |
| 0.055 | 1 | |
| 0.0551 | 2 | |
| 0.0558 | 1 | |
| 0.0559 | 1 | |
| 0.0562 | 2 | |
| 0.0563 | 1 | |
| 0.0564 | 1 |
| Value | Count | Frequency (%) |
| 133.1563 | 1 | < 0.1% |
| 117.1484 | 1 | < 0.1% |
| 112.8031 | 3 | < 0.1% |
| 111.2549 | 9 | < 0.1% |
| 109.9965 | 29 | < 0.1% |
| 108.5233 | 54 | |
| 107.3251 | 53 | |
| 105.9214 | 77 | |
| 104.7792 | 80 | |
| 103.4404 | 84 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7518 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.194587 |
| Minimum | 0.0388 |
|---|---|
| Maximum | 102.952 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0388 |
|---|---|
| 5-th percentile | 0.1012 |
| Q1 | 2.2035 |
| median | 23.8181 |
| Q3 | 37.7935 |
| 95-th percentile | 55.6951 |
| Maximum | 102.952 |
| Range | 102.9132 |
| Interquartile range (IQR) | 35.59 |
Descriptive statistics
| Standard deviation | 19.14882 |
|---|---|
| Coefficient of variation (CV) | 0.82557278 |
| Kurtosis | -0.93426245 |
| Mean | 23.194587 |
| Median Absolute Deviation (MAD) | 17.1414 |
| Skewness | 0.31553528 |
| Sum | 6856714.3 |
| Variance | 366.6773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38.0062 | 1114 | 0.4% |
| 38.4023 | 1104 | 0.4% |
| 39.2192 | 1098 | 0.4% |
| 38.8066 | 1095 | 0.4% |
| 36.4987 | 1094 | 0.4% |
| 36.6641 | 1094 | 0.4% |
| 41.4185 | 1089 | 0.4% |
| 39.835 | 1088 | 0.4% |
| 36.3021 | 1087 | 0.4% |
| 37.7935 | 1078 | 0.4% |
| Other values (7508) | 284676 |
| Value | Count | Frequency (%) |
| 0.0388 | 1 | |
| 0.0392 | 1 | |
| 0.0394 | 1 | |
| 0.0396 | 1 | |
| 0.0397 | 1 | |
| 0.0398 | 2 | |
| 0.04 | 2 | |
| 0.0403 | 1 | |
| 0.0405 | 1 | |
| 0.0406 | 1 |
| Value | Count | Frequency (%) |
| 102.952 | 1 | < 0.1% |
| 94.1082 | 1 | < 0.1% |
| 90.6217 | 1 | < 0.1% |
| 87.5664 | 1 | < 0.1% |
| 86.4726 | 1 | < 0.1% |
| 85.5816 | 4 | < 0.1% |
| 84.5361 | 11 | |
| 83.6839 | 13 | |
| 82.6836 | 25 | |
| 81.8678 | 22 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7782 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.078748 |
| Minimum | 0.0478 |
|---|---|
| Maximum | 144.3276 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0478 |
|---|---|
| 5-th percentile | 0.1146 |
| Q1 | 2.0238 |
| median | 34.6844 |
| Q3 | 54.0448 |
| 95-th percentile | 81.8393 |
| Maximum | 144.3276 |
| Range | 144.2798 |
| Interquartile range (IQR) | 52.021 |
Descriptive statistics
| Standard deviation | 28.199346 |
|---|---|
| Coefficient of variation (CV) | 0.85249134 |
| Kurtosis | -0.99649088 |
| Mean | 33.078748 |
| Median Absolute Deviation (MAD) | 26.1375 |
| Skewness | 0.33310589 |
| Sum | 9778640.3 |
| Variance | 795.20313 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.4875 | 1437 | 0.5% |
| 52.7357 | 1401 | 0.5% |
| 51.1571 | 1370 | 0.5% |
| 50.296 | 1354 | 0.5% |
| 50.8849 | 1336 | 0.5% |
| 49.4117 | 1327 | 0.4% |
| 51.7661 | 1326 | 0.4% |
| 49.1574 | 1320 | 0.4% |
| 53.3824 | 1308 | 0.4% |
| 54.7235 | 1306 | 0.4% |
| Other values (7772) | 282132 |
| Value | Count | Frequency (%) |
| 0.0478 | 2 | |
| 0.048 | 1 | |
| 0.0482 | 1 | |
| 0.0483 | 2 | |
| 0.0484 | 1 | |
| 0.0485 | 1 | |
| 0.0489 | 1 | |
| 0.049 | 1 | |
| 0.0491 | 1 | |
| 0.0492 | 1 |
| Value | Count | Frequency (%) |
| 144.3276 | 1 | < 0.1% |
| 142.2337 | 1 | < 0.1% |
| 133.6943 | 1 | < 0.1% |
| 129.7955 | 1 | < 0.1% |
| 127.7625 | 1 | < 0.1% |
| 126.116 | 3 | < 0.1% |
| 124.1949 | 2 | < 0.1% |
| 122.6378 | 8 | |
| 120.8197 | 8 | |
| 119.345 | 9 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7767 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.620371 |
| Minimum | 0.0473 |
|---|---|
| Maximum | 175.4801 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0473 |
|---|---|
| 5-th percentile | 0.1233 |
| Q1 | 1.6735 |
| median | 24.3489 |
| Q3 | 51.1251 |
| 95-th percentile | 79.9474 |
| Maximum | 175.4801 |
| Range | 175.4328 |
| Interquartile range (IQR) | 49.4516 |
Descriptive statistics
| Standard deviation | 27.8007 |
|---|---|
| Coefficient of variation (CV) | 0.9385669 |
| Kurtosis | -0.90805326 |
| Mean | 29.620371 |
| Median Absolute Deviation (MAD) | 24.1451 |
| Skewness | 0.53116915 |
| Sum | 8756285.2 |
| Variance | 772.87889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.8369 | 1175 | 0.4% |
| 50.4951 | 1173 | 0.4% |
| 53.1112 | 1165 | 0.4% |
| 49.6055 | 1165 | 0.4% |
| 50.2138 | 1164 | 0.4% |
| 51.7707 | 1164 | 0.4% |
| 49.8802 | 1149 | 0.4% |
| 51.1251 | 1144 | 0.4% |
| 49.0116 | 1135 | 0.4% |
| 52.4326 | 1133 | 0.4% |
| Other values (7757) | 284050 |
| Value | Count | Frequency (%) |
| 0.0473 | 1 | |
| 0.0479 | 1 | |
| 0.0482 | 1 | |
| 0.0486 | 1 | |
| 0.0487 | 1 | |
| 0.0489 | 1 | |
| 0.0491 | 1 | |
| 0.0492 | 1 | |
| 0.0495 | 2 | |
| 0.0496 | 1 |
| Value | Count | Frequency (%) |
| 175.4801 | 1 | < 0.1% |
| 150.3595 | 1 | < 0.1% |
| 131.5013 | 1 | < 0.1% |
| 125.7588 | 2 | < 0.1% |
| 116.8232 | 2 | < 0.1% |
| 115.3585 | 7 | < 0.1% |
| 113.6483 | 8 | < 0.1% |
| 112.2611 | 23 | |
| 110.6402 | 37 | |
| 109.3244 | 52 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7613 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.195349 |
| Minimum | 0.0532 |
|---|---|
| Maximum | 134.7263 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0532 |
|---|---|
| 5-th percentile | 0.1219 |
| Q1 | 2.1587 |
| median | 34.1972 |
| Q3 | 54.3932 |
| 95-th percentile | 82.883 |
| Maximum | 134.7263 |
| Range | 134.6731 |
| Interquartile range (IQR) | 52.2345 |
Descriptive statistics
| Standard deviation | 28.320643 |
|---|---|
| Coefficient of variation (CV) | 0.85315093 |
| Kurtosis | -1.0621174 |
| Mean | 33.195349 |
| Median Absolute Deviation (MAD) | 26.2576 |
| Skewness | 0.32256287 |
| Sum | 9813109.6 |
| Variance | 802.05883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53.7185 | 1430 | 0.5% |
| 52.0732 | 1377 | 0.5% |
| 52.4174 | 1368 | 0.5% |
| 54.7053 | 1367 | 0.5% |
| 51.7898 | 1367 | 0.5% |
| 56.1218 | 1349 | 0.5% |
| 51.4536 | 1345 | 0.5% |
| 50.8483 | 1343 | 0.5% |
| 53.0601 | 1334 | 0.5% |
| 53.3574 | 1332 | 0.5% |
| Other values (7603) | 282005 |
| Value | Count | Frequency (%) |
| 0.0532 | 1 | |
| 0.0533 | 1 | |
| 0.0534 | 2 | |
| 0.0538 | 1 | |
| 0.0539 | 1 | |
| 0.054 | 1 | |
| 0.0543 | 1 | |
| 0.0544 | 2 | |
| 0.0547 | 2 | |
| 0.0549 | 1 |
| Value | Count | Frequency (%) |
| 134.7263 | 1 | < 0.1% |
| 116.9118 | 2 | < 0.1% |
| 115.5214 | 2 | < 0.1% |
| 113.8957 | 8 | < 0.1% |
| 112.5752 | 13 | < 0.1% |
| 111.0301 | 35 | < 0.1% |
| 109.7743 | 51 | < 0.1% |
| 108.304 | 82 | |
| 107.1083 | 94 | |
| 105.7075 | 136 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6216 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.623366 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 112.891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.0998 |
| Q1 | 13.1274 |
| median | 29.9763 |
| Q3 | 44.4719 |
| 95-th percentile | 66.0689 |
| Maximum | 112.891 |
| Range | 112.8576 |
| Interquartile range (IQR) | 31.3445 |
Descriptive statistics
| Standard deviation | 21.487029 |
|---|---|
| Coefficient of variation (CV) | 0.72534058 |
| Kurtosis | -0.78232883 |
| Mean | 29.623366 |
| Median Absolute Deviation (MAD) | 14.8724 |
| Skewness | 0.14774979 |
| Sum | 8757170.5 |
| Variance | 461.69243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42.5736 | 1092 | 0.4% |
| 56.4158 | 1086 | 0.4% |
| 52.6564 | 1082 | 0.4% |
| 50.3742 | 1079 | 0.4% |
| 53.7445 | 1078 | 0.4% |
| 51.311 | 1076 | 0.4% |
| 54.8097 | 1076 | 0.4% |
| 54.073 | 1073 | 0.4% |
| 54.4724 | 1072 | 0.4% |
| 52.3446 | 1069 | 0.4% |
| Other values (6206) | 284834 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | < 0.1% |
| 0.0335 | 2 | |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0343 | 1 | < 0.1% |
| 0.0345 | 1 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 4 | |
| 0.0348 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 112.891 | 1 | < 0.1% |
| 105.4803 | 2 | < 0.1% |
| 102.8265 | 1 | < 0.1% |
| 101.6635 | 2 | < 0.1% |
| 100.3018 | 1 | < 0.1% |
| 99.1944 | 2 | < 0.1% |
| 97.8971 | 5 | |
| 96.8414 | 5 | |
| 95.604 | 8 | |
| 94.5965 | 12 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6148 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.416521 |
| Minimum | 0.0292 |
|---|---|
| Maximum | 109.1693 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0292 |
|---|---|
| 5-th percentile | 0.097 |
| Q1 | 8.6555 |
| median | 23.4225 |
| Q3 | 39.0446 |
| 95-th percentile | 64.1837 |
| Maximum | 109.1693 |
| Range | 109.1401 |
| Interquartile range (IQR) | 30.3891 |
Descriptive statistics
| Standard deviation | 20.273079 |
|---|---|
| Coefficient of variation (CV) | 0.79763391 |
| Kurtosis | -0.63739735 |
| Mean | 25.416521 |
| Median Absolute Deviation (MAD) | 15.4539 |
| Skewness | 0.45323028 |
| Sum | 7513555.8 |
| Variance | 410.99775 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0975 | 3029 | 1.0% |
| 0.0973 | 2963 | 1.0% |
| 0.0972 | 2932 | 1.0% |
| 0.0976 | 2917 | 1.0% |
| 0.0977 | 2697 | 0.9% |
| 0.0971 | 2636 | 0.9% |
| 0.097 | 2487 | 0.8% |
| 0.0978 | 2375 | 0.8% |
| 0.098 | 2071 | 0.7% |
| 0.0968 | 2060 | 0.7% |
| Other values (6138) | 269450 |
| Value | Count | Frequency (%) |
| 0.0292 | 1 | < 0.1% |
| 0.0293 | 2 | |
| 0.0298 | 2 | |
| 0.0299 | 2 | |
| 0.03 | 1 | < 0.1% |
| 0.0302 | 4 | |
| 0.0304 | 2 | |
| 0.0306 | 1 | < 0.1% |
| 0.0307 | 4 | |
| 0.0308 | 2 |
| Value | Count | Frequency (%) |
| 109.1693 | 1 | < 0.1% |
| 87.7234 | 2 | < 0.1% |
| 84.9877 | 2 | < 0.1% |
| 84.2149 | 1 | < 0.1% |
| 83.3057 | 1 | < 0.1% |
| 82.5627 | 1 | < 0.1% |
| 81.6883 | 10 | < 0.1% |
| 80.9734 | 13 | < 0.1% |
| 80.1318 | 23 | |
| 79.4435 | 48 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6399 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.897309 |
| Minimum | 0.0374 |
|---|---|
| Maximum | 122.1443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0374 |
|---|---|
| 5-th percentile | 0.1186 |
| Q1 | 8.2831 |
| median | 25.3118 |
| Q3 | 41.8301 |
| 95-th percentile | 64.1416 |
| Maximum | 122.1443 |
| Range | 122.1069 |
| Interquartile range (IQR) | 33.547 |
Descriptive statistics
| Standard deviation | 21.075719 |
|---|---|
| Coefficient of variation (CV) | 0.78356238 |
| Kurtosis | -0.82243644 |
| Mean | 26.897309 |
| Median Absolute Deviation (MAD) | 16.7043 |
| Skewness | 0.34495186 |
| Sum | 7951301.7 |
| Variance | 444.18595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1202 | 2128 | 0.7% |
| 0.1204 | 2106 | 0.7% |
| 0.1201 | 1970 | 0.7% |
| 0.1205 | 1948 | 0.7% |
| 0.1206 | 1813 | 0.6% |
| 0.1199 | 1729 | 0.6% |
| 0.1208 | 1638 | 0.6% |
| 0.1198 | 1595 | 0.5% |
| 0.1209 | 1552 | 0.5% |
| 0.1197 | 1408 | 0.5% |
| Other values (6389) | 277730 |
| Value | Count | Frequency (%) |
| 0.0374 | 1 | < 0.1% |
| 0.0377 | 1 | < 0.1% |
| 0.0379 | 1 | < 0.1% |
| 0.038 | 2 | |
| 0.0381 | 4 | |
| 0.0384 | 2 | |
| 0.0386 | 2 | |
| 0.0387 | 1 | < 0.1% |
| 0.0388 | 4 | |
| 0.039 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 122.1443 | 1 | < 0.1% |
| 104.7792 | 1 | < 0.1% |
| 91.7066 | 1 | < 0.1% |
| 90.6767 | 1 | < 0.1% |
| 89.8357 | 8 | < 0.1% |
| 88.8467 | 10 | < 0.1% |
| 88.0388 | 9 | < 0.1% |
| 87.0883 | 18 | |
| 86.3116 | 25 | |
| 85.3974 | 21 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6267 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.516124 |
| Minimum | 0.0313 |
|---|---|
| Maximum | 102.6604 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0313 |
|---|---|
| 5-th percentile | 0.1084 |
| Q1 | 11.1672 |
| median | 29.4858 |
| Q3 | 45.0218 |
| 95-th percentile | 66.8349 |
| Maximum | 102.6604 |
| Range | 102.6291 |
| Interquartile range (IQR) | 33.8546 |
Descriptive statistics
| Standard deviation | 21.818184 |
|---|---|
| Coefficient of variation (CV) | 0.73919543 |
| Kurtosis | -0.84720114 |
| Mean | 29.516124 |
| Median Absolute Deviation (MAD) | 15.9272 |
| Skewness | 0.18417595 |
| Sum | 8725468.1 |
| Variance | 476.03315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.109 | 3258 | 1.1% |
| 0.1089 | 3214 | 1.1% |
| 0.1092 | 3053 | 1.0% |
| 0.1088 | 3005 | 1.0% |
| 0.1086 | 2502 | 0.8% |
| 0.1093 | 2381 | 0.8% |
| 0.1094 | 2100 | 0.7% |
| 0.1085 | 2084 | 0.7% |
| 0.1096 | 1895 | 0.6% |
| 0.1098 | 1677 | 0.6% |
| Other values (6257) | 270448 |
| Value | Count | Frequency (%) |
| 0.0313 | 1 | < 0.1% |
| 0.0317 | 1 | < 0.1% |
| 0.0318 | 5 | |
| 0.032 | 5 | |
| 0.0323 | 2 | < 0.1% |
| 0.0325 | 8 | |
| 0.0326 | 2 | < 0.1% |
| 0.0327 | 1 | < 0.1% |
| 0.0328 | 3 | < 0.1% |
| 0.033 | 7 |
| Value | Count | Frequency (%) |
| 102.6604 | 1 | < 0.1% |
| 99.1078 | 1 | < 0.1% |
| 92.8633 | 3 | < 0.1% |
| 91.9845 | 11 | < 0.1% |
| 90.9514 | 13 | < 0.1% |
| 90.1079 | 22 | < 0.1% |
| 89.1159 | 35 | |
| 88.3056 | 43 | |
| 87.3522 | 57 | |
| 86.5731 | 63 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6232 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.358143 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 113.3728 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.1079 |
| Q1 | 10.4208 |
| median | 27.98 |
| Q3 | 41.8191 |
| 95-th percentile | 58.8007 |
| Maximum | 113.3728 |
| Range | 113.3397 |
| Interquartile range (IQR) | 31.3983 |
Descriptive statistics
| Standard deviation | 19.861775 |
|---|---|
| Coefficient of variation (CV) | 0.72599134 |
| Kurtosis | -0.85391724 |
| Mean | 27.358143 |
| Median Absolute Deviation (MAD) | 14.785 |
| Skewness | 0.11002342 |
| Sum | 8087532.1 |
| Variance | 394.49009 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1094 | 1388 | 0.5% |
| 0.1095 | 1324 | 0.4% |
| 0.1093 | 1323 | 0.4% |
| 0.1096 | 1305 | 0.4% |
| 0.109 | 1260 | 0.4% |
| 0.1091 | 1258 | 0.4% |
| 55.4749 | 1241 | 0.4% |
| 54.4059 | 1212 | 0.4% |
| 56.5195 | 1209 | 0.4% |
| 54.7785 | 1207 | 0.4% |
| Other values (6222) | 282890 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 2 | |
| 0.0342 | 2 | |
| 0.0343 | 2 | |
| 0.0344 | 1 | < 0.1% |
| 0.0346 | 2 | |
| 0.0347 | 1 | < 0.1% |
| 0.0348 | 3 | |
| 0.0349 | 2 |
| Value | Count | Frequency (%) |
| 113.3728 | 1 | < 0.1% |
| 89.2954 | 4 | < 0.1% |
| 88.4834 | 4 | < 0.1% |
| 87.5281 | 6 | < 0.1% |
| 86.7475 | 13 | < 0.1% |
| 85.8287 | 39 | |
| 85.0777 | 34 | < 0.1% |
| 84.1934 | 62 | |
| 83.4702 | 73 | |
| 82.6184 | 93 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6393 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.983163 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 90.1271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.1018 |
| Q1 | 8.4775 |
| median | 24.0542 |
| Q3 | 38.0327 |
| 95-th percentile | 58.9429 |
| Maximum | 90.1271 |
| Range | 90.094 |
| Interquartile range (IQR) | 29.5552 |
Descriptive statistics
| Standard deviation | 19.195789 |
|---|---|
| Coefficient of variation (CV) | 0.76834904 |
| Kurtosis | -0.73640257 |
| Mean | 24.983163 |
| Median Absolute Deviation (MAD) | 14.3218 |
| Skewness | 0.32406718 |
| Sum | 7385447.6 |
| Variance | 368.47832 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1037 | 1293 | 0.4% |
| 0.1038 | 1279 | 0.4% |
| 0.1035 | 1251 | 0.4% |
| 0.1039 | 1248 | 0.4% |
| 0.1034 | 1240 | 0.4% |
| 0.104 | 1231 | 0.4% |
| 0.1032 | 1212 | 0.4% |
| 0.1042 | 1105 | 0.4% |
| 0.1031 | 1105 | 0.4% |
| 0.103 | 1096 | 0.4% |
| Other values (6383) | 283557 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 3 | |
| 0.0345 | 1 | < 0.1% |
| 0.0348 | 1 | < 0.1% |
| 0.0349 | 1 | < 0.1% |
| 0.035 | 2 | |
| 0.0351 | 2 | |
| 0.0352 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 90.1271 | 1 | < 0.1% |
| 87.5052 | 1 | < 0.1% |
| 81.016 | 2 | < 0.1% |
| 80.2041 | 8 | < 0.1% |
| 79.5397 | 12 | < 0.1% |
| 78.7567 | 18 | < 0.1% |
| 78.1157 | 27 | < 0.1% |
| 77.3599 | 43 | |
| 76.7411 | 60 | |
| 76.0113 | 82 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6184 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.274342 |
| Minimum | 0.0325 |
|---|---|
| Maximum | 124.0859 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0325 |
|---|---|
| 5-th percentile | 0.1074 |
| Q1 | 10.3284 |
| median | 28.8391 |
| Q3 | 47.2945 |
| 95-th percentile | 71.2524 |
| Maximum | 124.0859 |
| Range | 124.0534 |
| Interquartile range (IQR) | 36.9661 |
Descriptive statistics
| Standard deviation | 23.190534 |
|---|---|
| Coefficient of variation (CV) | 0.7660128 |
| Kurtosis | -0.94311424 |
| Mean | 30.274342 |
| Median Absolute Deviation (MAD) | 18.4554 |
| Skewness | 0.2601318 |
| Sum | 8949610.2 |
| Variance | 537.80085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1079 | 2809 | 1.0% |
| 0.108 | 2714 | 0.9% |
| 0.1078 | 2665 | 0.9% |
| 0.1082 | 2433 | 0.8% |
| 0.1077 | 2415 | 0.8% |
| 0.1083 | 2387 | 0.8% |
| 0.1084 | 2291 | 0.8% |
| 0.1075 | 2107 | 0.7% |
| 0.1086 | 2042 | 0.7% |
| 0.1074 | 1814 | 0.6% |
| Other values (6174) | 271940 |
| Value | Count | Frequency (%) |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 4 | |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 2 | < 0.1% |
| 0.033 | 1 | < 0.1% |
| 0.0332 | 5 | |
| 0.0333 | 4 | |
| 0.0334 | 5 | |
| 0.0336 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 124.0859 | 1 | < 0.1% |
| 120.6638 | 2 | < 0.1% |
| 102.1866 | 1 | < 0.1% |
| 95.4717 | 1 | < 0.1% |
| 92.521 | 2 | < 0.1% |
| 90.595 | 1 | < 0.1% |
| 89.5776 | 3 | |
| 88.7468 | 3 | |
| 87.7697 | 5 | |
| 86.9716 | 5 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 48.4700 | 24.6200 | 247.4926 | 0.2000 | 0.6831 | 0.6992 | 1.1940 | 16.0255 | 23.0855 | 11.2872 | 19.5953 | 53.0355 | 47.0753 | 55.1962 | 63.9090 | 51.8182 | 49.4775 | 63.3641 |
| 1 | 0.309 | 0.0 | 48.4700 | 24.6200 | 243.8282 | 0.1998 | 0.6649 | 0.6976 | 1.1514 | 15.2863 | 22.4605 | 10.3764 | 18.5686 | 53.0355 | 48.4789 | 52.8143 | 62.4980 | 50.3466 | 49.7900 | 63.3641 |
| 2 | 0.618 | 0.0 | 48.4700 | 24.6200 | 243.0668 | 0.2000 | 0.6481 | 0.6863 | 1.1133 | 14.3923 | 20.8138 | 9.8742 | 17.7525 | 43.7627 | 47.3693 | 55.5168 | 57.9038 | 51.5393 | 50.0533 | 65.8253 |
| 3 | 0.928 | 0.0 | 48.4700 | 24.6200 | 242.3030 | 0.2000 | 0.6318 | 0.6757 | 1.0795 | 14.0074 | 19.5772 | 9.3127 | 16.6801 | 53.0355 | 46.8330 | 51.5578 | 63.9090 | 52.4422 | 49.2201 | 62.4461 |
| 4 | 1.237 | 0.0 | 48.4702 | 24.6206 | 241.5632 | 0.2000 | 0.6178 | 0.6659 | 1.0480 | 13.1437 | 18.6348 | 8.7301 | 15.6956 | 59.7614 | 46.3085 | 54.5033 | 57.5565 | 51.5393 | 49.4775 | 64.8363 |
| 5 | 1.547 | 0.0 | 48.4733 | 24.6330 | 241.2188 | 0.1995 | 0.6039 | 0.6568 | 1.0198 | 12.7747 | 17.7043 | 8.1994 | 14.7045 | 53.3555 | 45.5201 | 51.5578 | 62.9890 | 49.4614 | 48.6628 | 62.4461 |
| 6 | 1.856 | 0.0 | 48.4763 | 24.6454 | 240.8755 | 0.2000 | 0.5916 | 0.6481 | 0.9915 | 11.8937 | 16.6426 | 7.7692 | 13.8468 | 58.4235 | 45.7953 | 53.8273 | 57.9038 | 51.5393 | 49.2201 | 64.8363 |
| 7 | 2.166 | 0.0 | 48.4794 | 24.6578 | 240.5311 | 0.2000 | 0.1396 | 0.2140 | 0.1754 | 0.4384 | 0.3879 | 0.2905 | 0.2678 | 3.1867 | 0.7689 | 0.9484 | 0.3151 | 0.2453 | 0.2055 | 0.1775 |
| 8 | 2.474 | 0.0 | 48.4800 | 24.6600 | 240.6843 | 0.8674 | 0.0623 | 0.1556 | 0.1123 | 0.1218 | 0.1293 | 0.1479 | 0.1284 | 0.1470 | 0.1154 | 0.1501 | 0.1288 | 0.1318 | 0.1189 | 0.1186 |
| 9 | 2.784 | 0.0 | 48.4800 | 24.6600 | 240.9469 | 0.8893 | 0.0684 | 0.1489 | 0.1078 | 0.1065 | 0.1140 | 0.1349 | 0.1208 | 0.1180 | 0.1036 | 0.1281 | 0.1184 | 0.1219 | 0.1122 | 0.1134 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295607 | 90906.990 | 0.0 | 63.9395 | 24.62 | 0.2216 | 0.8990 | 0.0950 | 0.1511 | 0.1284 | 0.1084 | 0.1255 | 0.1301 | 0.1344 | 0.1106 | 0.0998 | 0.1234 | 0.1112 | 0.1155 | 0.1098 | 0.1104 |
| 295608 | 90907.299 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.8990 | 0.0957 | 0.1520 | 0.1296 | 0.1090 | 0.1265 | 0.1306 | 0.1354 | 0.1107 | 0.0999 | 0.1234 | 0.1110 | 0.1155 | 0.1099 | 0.1104 |
| 295609 | 90907.608 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.8988 | 0.0965 | 0.1530 | 0.1304 | 0.1095 | 0.1275 | 0.1312 | 0.0759 | 0.1107 | 0.0996 | 0.1237 | 0.1109 | 0.0408 | 0.0644 | 0.0680 |
| 295610 | 90907.917 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.8990 | 0.1488 | 0.4153 | 0.6333 | 0.4560 | 0.7177 | 0.8362 | 1.2168 | 0.5940 | 0.6439 | 0.9380 | 1.6601 | 2.9394 | 4.1960 | 5.1170 |
| 295611 | 90908.227 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2130 | 1.7089 | 4.2170 | 6.4014 | 4.3145 | 6.1736 | 6.9606 | 9.4870 | 17.8889 | 16.0915 | 18.8656 | 26.1827 | 31.7568 | 32.8770 | 41.1046 |
| 295612 | 90908.534 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2080 | 9.9322 | 19.1578 | 30.1225 | 17.4705 | 28.2241 | 29.2848 | 35.2025 | 54.4724 | 51.7813 | 59.3023 | 63.4039 | 61.3484 | 53.8044 | 65.2822 |
| 295613 | 90908.843 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2050 | 31.7887 | 50.6638 | 62.3092 | 32.0334 | 54.3512 | 57.2118 | 64.5292 | 78.2372 | 63.7388 | 69.2228 | 68.3506 | 70.6909 | 62.4181 | 74.9537 |
| 295614 | 90909.151 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2040 | 57.7304 | 76.9383 | 80.6932 | 38.9931 | 82.5354 | 74.2258 | 77.0531 | 53.0355 | 70.6869 | 75.8734 | 76.1033 | 71.3160 | 61.0589 | 73.6785 |
| 295615 | 90909.461 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2020 | 71.9176 | 82.0040 | 86.3116 | 40.7134 | 79.5571 | 83.9107 | 86.1372 | 82.1159 | 67.2807 | 71.4844 | 68.3506 | 74.2698 | 62.4181 | 74.9537 |
| 295616 | 90909.770 | 0.0 | 63.9400 | 24.62 | 0.0000 | 0.2010 | 61.8035 | 82.7015 | 87.0883 | 42.5889 | 83.3863 | 81.5165 | 79.0768 | 71.3599 | 67.8757 | 72.6707 | 76.1033 | 68.4882 | 61.0589 | 71.7899 |